Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
Canada will soon become Khalistan 😂😂
Canada will soon become Khalistan 😂😂
Uses humor/emoji to express demographic anxiety about Indian immigration transforming Canada's identity, framed as a threat.
pawanjoshi568
Jan 27, 2026
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who …
When the whole world depends on the international supply chain, there are only two kinds of people happy that Trump is imposing sanctions on America:\n- those who do not understand anything \n- and those who are ready to destroy America for their own interests
Expresses alarm about Trump's tariffs as destructive to global supply chains and makes unsubstantiated claims about motivations.
@jacekgruchelski-harbon7419
Mar 5, 2025
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Uses celebratory emojis sarcastically to exaggerate immigration numbers, expressing demographic anxiety through ironic commentary.
Poppin-Seeds
Feb 18, 2026
dictators want to take over the world which will not go down well with rest of the world
dictators want to take over the world which will not go down well with rest of the world
Expresses concern about dictators taking over the world, combining alarmist threat language with an unsubstantiated geopolitical claim.
@ctobin22
Mar 4, 2025
Best come to Brampton when you’re done, the arsons are out of control.
Best come to Brampton when you’re done, the arsons are out of control.
Implies immigrants are responsible for crime (arsons) in a specific Canadian city, expressing security concerns through geographic association.
@josephsmith594
Feb 19, 2026
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Expresses concern that Trump deliberately empowers adversaries and has inappropriate ties to Putin, framing as strategic threat.
@JodyWillson
Mar 4, 2025
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Comment expresses concern about demographic change ('temples spreading out') framed as an invasion or takeover, combining identity anxiety with implicit threat perception.
GlombStar
Jan 27, 2026
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
Fear / Threat
0.75
@ShowtuneMatt
Mar 4, 2025
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Expresses concern about physical safety ('watch his back') in response to someone being 'brutally honest,' suggesting fear of retaliation for speaking truth.
androidsupreme
Jan 27, 2026
This is insane
This is insane
Expression of alarm and concern about a situation, conveying anxiety without specific details.
Fear / Threat
0.75
@mfg587
Mar 4, 2025
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
An alarmist statement predicting societal collapse and third-world conditions without substantiation, expressing demographic and infrastructure anxiety.
@daudakamara728
Mar 4, 2025
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
Expresses concern that Canada will suffer worse economic consequences than the US, with comparative framing about resources and work ethic.
@machi6684
Mar 4, 2025
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Dark sarcasm expressing fear of authoritarian outcomes and geopolitical threat through ironic reference to Soviet/North Korean gulags.
@Haroun-El-Poussah
Mar 4, 2025
Canada about to end up like Ukraine.
Canada about to end up like Ukraine.
Expresses security/existential threat by comparing Canada's trajectory to Ukraine's conflict situation.
@soey.carter4126
Mar 4, 2025
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Expression of alarm about a political figure framed as existential threat with moral condemnation.
@AudioGuyBrian
Mar 4, 2025
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Trump is speed running a recession to be used as a pretext to more awful shit. \n\nWatch this unfold quickly.
Warns of economic recession and suggests it will be used as pretext for harmful policies, expressing alarm about Trump's intentions.
@EJH_1138
Mar 4, 2025
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Expresses concern about mass immigration's negative consequences while using alarmist language ('poisons the sea').
manblanket
Jan 27, 2026
Make that make sense... Okay put your money where your mouth is... You don't want to help Russia make Canada the 51st state. Anything else is lip service
Make that make sense... Okay put your money where your mouth is... You don't want to help Russia make Canada the 51st state. Anything else is lip service
Expresses concern about Russia and Canada becoming a US state, framing it as a threat while questioning sincerity of support.
@Acesonly00
Mar 4, 2025
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
Expresses existential concern about national decline while thanking the creator, combining alarmism with support for the video's framing.
edwardliu6849
Jan 27, 2026
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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